{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from testCases import *\n",
    "import sklearn\n",
    "import sklearn.datasets\n",
    "import sklearn.linear_model\n",
    "from planar_utils import plot_decision_boundary, sigmoid, load_planar_dataset, load_extra_datasets\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x25d21749d90>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#加载数据集\n",
    "X, Y = load_planar_dataset() \n",
    "#数据集可视化，散点图\n",
    "plt.scatter(X[0, :], X[1, :], c=Y, s=40, cmap=plt.cm.Spectral) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X的维度为: (2, 400)\n",
      "Y的维度为: (1, 400)\n",
      "数据集里面的数据有：400 个\n"
     ]
    }
   ],
   "source": [
    "shape_X = X.shape\n",
    "shape_Y = Y.shape\n",
    "m = Y.shape[1]  # 训练集里面的数量\n",
    "\n",
    "print (\"X的维度为: \" + str(shape_X))\n",
    "print (\"Y的维度为: \" + str(shape_Y))\n",
    "print (\"数据集里面的数据有：\" + str(m) + \" 个\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 查看逻辑回归分类效果\n",
    "使用逻辑回归会发现准确率只有47%，证明数据集线性不可分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'sklearn' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m",
      "\u001B[1;31mNameError\u001B[0m                                 Traceback (most recent call last)",
      "\u001B[1;32m<ipython-input-1-26b11315a9bd>\u001B[0m in \u001B[0;36m<module>\u001B[1;34m\u001B[0m\n\u001B[1;32m----> 1\u001B[1;33m \u001B[0mclf\u001B[0m \u001B[1;33m=\u001B[0m \u001B[0msklearn\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mlinear_model\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mLogisticRegressionCV\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m      2\u001B[0m \u001B[0mclf\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mfit\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mX\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mT\u001B[0m\u001B[1;33m,\u001B[0m\u001B[0mY\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mT\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m      3\u001B[0m \u001B[0mplot_decision_boundary\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;32mlambda\u001B[0m \u001B[0mx\u001B[0m\u001B[1;33m:\u001B[0m \u001B[0mclf\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mpredict\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mx\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mX\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mY\u001B[0m\u001B[1;33m)\u001B[0m \u001B[1;31m#绘制决策边界\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m      4\u001B[0m \u001B[0mplt\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mtitle\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;34m\"Logistic Regression\"\u001B[0m\u001B[1;33m)\u001B[0m \u001B[1;31m#图标题\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m      5\u001B[0m \u001B[0mLR_predictions\u001B[0m  \u001B[1;33m=\u001B[0m \u001B[0mclf\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mpredict\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mX\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mT\u001B[0m\u001B[1;33m)\u001B[0m \u001B[1;31m#预测结果\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n",
      "\u001B[1;31mNameError\u001B[0m: name 'sklearn' is not defined"
     ]
    }
   ],
   "source": [
    "clf = sklearn.linear_model.LogisticRegressionCV()\n",
    "clf.fit(X.T,Y.T)\n",
    "plot_decision_boundary(lambda x: clf.predict(x), X, Y) #绘制决策边界\n",
    "plt.title(\"Logistic Regression\") #图标题\n",
    "LR_predictions  = clf.predict(X.T) #预测结果\n",
    "print (\"逻辑回归的准确性： %d \" % float((np.dot(Y, LR_predictions) + \n",
    "\t\tnp.dot(1 - Y,1 - LR_predictions)) / float(Y.size) * 100) +\n",
    "       \"% \" + \"(正确标记的数据点所占的百分比)\")"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 构建神经网络\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "### 定义神经网络结构layer_sizes()\n",
    "n_x: 输入层的数量\n",
    "n_h: 隐藏层的数量（这里设置为4）\n",
    "n_y: 输出层的数量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=========================测试layer_sizes=========================\n",
      "输入层的节点数量为: n_x = 5\n",
      "隐藏层的节点数量为: n_h = 4\n",
      "输出层的节点数量为: n_y = 2\n"
     ]
    }
   ],
   "source": [
    "def layer_sizes(X , Y):\n",
    "    \"\"\"\n",
    "    参数：\n",
    "     X - 输入数据集,维度为（输入的数量，训练/测试的数量）\n",
    "     Y - 标签，维度为（输出的数量，训练/测试数量）\n",
    "    \n",
    "    返回：\n",
    "     n_x - 输入层的数量\n",
    "     n_h - 隐藏层的数量\n",
    "     n_y - 输出层的数量\n",
    "    \"\"\"\n",
    "    n_x = X.shape[0] #输入层\n",
    "    n_h = 4 #，隐藏层，硬编码为4\n",
    "    n_y = Y.shape[0] #输出层\n",
    "    \n",
    "    return (n_x,n_h,n_y)\n",
    "print(\"=========================测试layer_sizes=========================\")\n",
    "X_asses , Y_asses = layer_sizes_test_case()\n",
    "(n_x,n_h,n_y) =  layer_sizes(X_asses,Y_asses)\n",
    "print(\"输入层的节点数量为: n_x = \" + str(n_x))\n",
    "print(\"隐藏层的节点数量为: n_h = \" + str(n_h))\n",
    "print(\"输出层的节点数量为: n_y = \" + str(n_y))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 初始化模型的参数initialize_parameters()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=========================测试initialize_parameters=========================\n",
      "W1 = [[-0.00416758 -0.00056267]\n",
      " [-0.02136196  0.01640271]\n",
      " [-0.01793436 -0.00841747]\n",
      " [ 0.00502881 -0.01245288]]\n",
      "b1 = [[0.]\n",
      " [0.]\n",
      " [0.]\n",
      " [0.]]\n",
      "W2 = [[-0.01057952 -0.00909008  0.00551454  0.02292208]]\n",
      "b2 = [[0.]]\n"
     ]
    }
   ],
   "source": [
    "def initialize_parameters(n_x , n_h ,n_y):\n",
    "    \"\"\"\n",
    "    参数：\n",
    "        n_x - 输入层节点的数量\n",
    "        n_h - 隐藏层节点的数量\n",
    "        n_y - 输出层节点的数量\n",
    "    \n",
    "    返回：\n",
    "        parameters - 包含参数的字典：\n",
    "            W1 - 权重矩阵,维度为（n_h，n_x）\n",
    "            b1 - 偏向量，维度为（n_h，1）\n",
    "            W2 - 权重矩阵，维度为（n_y，n_h）\n",
    "            b2 - 偏向量，维度为（n_y，1）\n",
    "    \"\"\"\n",
    "    np.random.seed(2) #指定一个随机种子，以便你的输出与我们的一样。\n",
    "    W1 = np.random.randn(n_h,n_x) * 0.01\n",
    "    b1 = np.zeros(shape=(n_h, 1))\n",
    "    W2 = np.random.randn(n_y,n_h) * 0.01\n",
    "    b2 = np.zeros(shape=(n_y, 1))\n",
    "    \n",
    "    #使用断言确保我的数据格式是正确的\n",
    "    assert(W1.shape == ( n_h , n_x ))\n",
    "    assert(b1.shape == ( n_h , 1 ))\n",
    "    assert(W2.shape == ( n_y , n_h ))\n",
    "    assert(b2.shape == ( n_y , 1 ))\n",
    "    \n",
    "    parameters = {\"W1\" : W1,\n",
    "\t              \"b1\" : b1,\n",
    "\t              \"W2\" : W2,\n",
    "\t              \"b2\" : b2 }\n",
    "    \n",
    "    return parameters\n",
    "#测试initialize_parameters\n",
    "print(\"=========================测试initialize_parameters=========================\")    \n",
    "n_x , n_h , n_y = initialize_parameters_test_case()\n",
    "parameters = initialize_parameters(n_x , n_h , n_y)\n",
    "print(\"W1 = \" + str(parameters[\"W1\"]))\n",
    "print(\"b1 = \" + str(parameters[\"b1\"]))\n",
    "print(\"W2 = \" + str(parameters[\"W2\"]))\n",
    "print(\"b2 = \" + str(parameters[\"b2\"]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 循环\n",
    "#### 前向传播forward_propagation()\n",
    "使用字典类型的parameters（它是initialize_parameters() 的输出）检索每个参数。\n",
    "实现向前传播, 计算Z_1,A_1,Z_2,A_2（ 训练集里面所有例子的预测向量）。\n",
    "反向传播所需的值存储在“cache”中，cache将作为反向传播函数的输入。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def forward_propagation( X , parameters ):\n",
    "    \"\"\"\n",
    "    参数：\n",
    "         X - 维度为（n_x，m）的输入数据。\n",
    "         parameters - 初始化函数（initialize_parameters）的输出\n",
    "    \n",
    "    返回：\n",
    "         A2 - 使用sigmoid()函数计算的第二次激活后的数值\n",
    "         cache - 包含“Z1”，“A1”，“Z2”和“A2”的字典类型变量\n",
    "     \"\"\"\n",
    "    W1 = parameters[\"W1\"]\n",
    "    b1 = parameters[\"b1\"]\n",
    "    W2 = parameters[\"W2\"]\n",
    "    b2 = parameters[\"b2\"]\n",
    "    #前向传播计算A2\n",
    "    Z1 = np.dot(W1 , X) + b1\n",
    "    A1 = np.tanh(Z1)\n",
    "    Z2 = np.dot(W2 , A1) + b2\n",
    "    A2 = sigmoid(Z2)\n",
    "    #使用断言确保我的数据格式是正确的\n",
    "    assert(A2.shape == (1,X.shape[1]))\n",
    "    cache = {\"Z1\": Z1,\n",
    "             \"A1\": A1,\n",
    "             \"Z2\": Z2,\n",
    "             \"A2\": A2}\n",
    "    \n",
    "    return (A2, cache)\n",
    "#测试forward_propagation\n",
    "print(\"=========================测试forward_propagation=========================\") \n",
    "X_assess, parameters = forward_propagation_test_case()\n",
    "A2, cache = forward_propagation(X_assess, parameters)\n",
    "print(np.mean(cache[\"Z1\"]), np.mean(cache[\"A1\"]), np.mean(cache[\"Z2\"]), np.mean(cache[\"A2\"]))\n"
   ]
  },
  {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 计算交叉熵/损失compute_cost()\n",
    "计算成本的函数如下:\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=========================测试compute_cost=========================\n",
      "cost = 0.6929198937761266\n"
     ]
    }
   ],
   "source": [
    "def compute_cost(A2,Y,parameters):\n",
    "    \"\"\"\n",
    "    计算方程（6）中给出的交叉熵成本，\n",
    "    \n",
    "    参数：\n",
    "         A2 - 使用sigmoid()函数计算的第二次激活后的数值\n",
    "         Y - \"True\"标签向量,维度为（1，数量）\n",
    "         parameters - 一个包含W1，B1，W2和B2的字典类型的变量\n",
    "    \n",
    "    返回：\n",
    "         成本 - 交叉熵成本给出方程（13）\n",
    "    \"\"\"\n",
    "    \n",
    "    m = Y.shape[1]\n",
    "    W1 = parameters[\"W1\"]\n",
    "    W2 = parameters[\"W2\"]\n",
    "    \n",
    "    #计算成本\n",
    "    logprobs = logprobs = np.multiply(np.log(A2), Y) + np.multiply((1 - Y), np.log(1 - A2))\n",
    "    cost = - np.sum(logprobs) / m\n",
    "    cost = float(np.squeeze(cost))\n",
    "    \n",
    "    assert(isinstance(cost,float))\n",
    "    \n",
    "    return cost\n",
    "#测试compute_cost\n",
    "print(\"=========================测试compute_cost=========================\") \n",
    "A2 , Y_assess , parameters = compute_cost_test_case()\n",
    "print(\"cost = \" + str(compute_cost(A2,Y_assess,parameters)))\n"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 反向传播backward_propagation()\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=========================测试backward_propagation=========================\n",
      "dW1 = [[ 0.01018708 -0.00708701]\n",
      " [ 0.00873447 -0.0060768 ]\n",
      " [-0.00530847  0.00369379]\n",
      " [-0.02206365  0.01535126]]\n",
      "db1 = [[-0.00069728]\n",
      " [-0.00060606]\n",
      " [ 0.000364  ]\n",
      " [ 0.00151207]]\n",
      "dW2 = [[ 0.00363613  0.03153604  0.01162914 -0.01318316]]\n",
      "db2 = [[0.06589489]]\n"
     ]
    }
   ],
   "source": [
    "def backward_propagation(parameters,cache,X,Y):\n",
    "    \"\"\"\n",
    "    使用上述说明搭建反向传播函数。\n",
    "    \n",
    "    参数：\n",
    "     parameters - 包含我们的参数的一个字典类型的变量。\n",
    "     cache - 包含“Z1”，“A1”，“Z2”和“A2”的字典类型的变量。\n",
    "     X - 输入数据，维度为（2，数量）\n",
    "     Y - “True”标签，维度为（1，数量）\n",
    "    \n",
    "    返回：\n",
    "     grads - 包含W和b的导数一个字典类型的变量。\n",
    "    \"\"\"\n",
    "    m = X.shape[1]\n",
    "    \n",
    "    W1 = parameters[\"W1\"]\n",
    "    W2 = parameters[\"W2\"]\n",
    "    \n",
    "    A1 = cache[\"A1\"]\n",
    "    A2 = cache[\"A2\"]\n",
    "    \n",
    "    dZ2= A2 - Y\n",
    "    dW2 = (1 / m) * np.dot(dZ2, A1.T)\n",
    "    db2 = (1 / m) * np.sum(dZ2, axis=1, keepdims=True)\n",
    "    dZ1 = np.multiply(np.dot(W2.T, dZ2), 1 - np.power(A1, 2))\n",
    "    dW1 = (1 / m) * np.dot(dZ1, X.T)\n",
    "    db1 = (1 / m) * np.sum(dZ1, axis=1, keepdims=True)\n",
    "    grads = {\"dW1\": dW1,\n",
    "             \"db1\": db1,\n",
    "             \"dW2\": dW2,\n",
    "             \"db2\": db2 }\n",
    "    \n",
    "    return grads\n",
    "#测试backward_propagation\n",
    "print(\"=========================测试backward_propagation=========================\")\n",
    "parameters, cache, X_assess, Y_assess = backward_propagation_test_case()\n",
    "\n",
    "grads = backward_propagation(parameters, cache, X_assess, Y_assess)\n",
    "print (\"dW1 = \"+ str(grads[\"dW1\"]))\n",
    "print (\"db1 = \"+ str(grads[\"db1\"]))\n",
    "print (\"dW2 = \"+ str(grads[\"dW2\"]))\n",
    "print (\"db2 = \"+ str(grads[\"db2\"]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 更新参数\n",
    "按$\\theta = \\theta - \\alpha \\frac{\\partial J }{ \\partial \\theta }$更新"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=========================测试update_parameters=========================\n",
      "W1 = [[-0.00643025  0.01936718]\n",
      " [-0.02410458  0.03978052]\n",
      " [-0.01653973 -0.02096177]\n",
      " [ 0.01046864 -0.05990141]]\n",
      "b1 = [[-1.02420756e-06]\n",
      " [ 1.27373948e-05]\n",
      " [ 8.32996807e-07]\n",
      " [-3.20136836e-06]]\n",
      "W2 = [[-0.01041081 -0.04463285  0.01758031  0.04747113]]\n",
      "b2 = [[0.00010457]]\n"
     ]
    }
   ],
   "source": [
    "def update_parameters(parameters,grads,learning_rate=1.2):\n",
    "    \"\"\"\n",
    "    使用上面给出的梯度下降更新规则更新参数\n",
    "    \n",
    "    参数：\n",
    "     parameters - 包含参数的字典类型的变量。\n",
    "     grads - 包含导数值的字典类型的变量。\n",
    "     learning_rate - 学习速率\n",
    "    \n",
    "    返回：\n",
    "     parameters - 包含更新参数的字典类型的变量。\n",
    "    \"\"\"\n",
    "    W1,W2 = parameters[\"W1\"],parameters[\"W2\"]\n",
    "    b1,b2 = parameters[\"b1\"],parameters[\"b2\"]\n",
    "    \n",
    "    dW1,dW2 = grads[\"dW1\"],grads[\"dW2\"]\n",
    "    db1,db2 = grads[\"db1\"],grads[\"db2\"]\n",
    "    \n",
    "    W1 = W1 - learning_rate * dW1\n",
    "    b1 = b1 - learning_rate * db1\n",
    "    W2 = W2 - learning_rate * dW2\n",
    "    b2 = b2 - learning_rate * db2\n",
    "    \n",
    "    parameters = {\"W1\": W1,\n",
    "                  \"b1\": b1,\n",
    "                  \"W2\": W2,\n",
    "                  \"b2\": b2}\n",
    "    \n",
    "    return parameters\n",
    "#测试update_parameters\n",
    "print(\"=========================测试update_parameters=========================\")\n",
    "parameters, grads = update_parameters_test_case()\n",
    "parameters = update_parameters(parameters, grads)\n",
    "\n",
    "print(\"W1 = \" + str(parameters[\"W1\"]))\n",
    "print(\"b1 = \" + str(parameters[\"b1\"]))\n",
    "print(\"W2 = \" + str(parameters[\"W2\"]))\n",
    "print(\"b2 = \" + str(parameters[\"b2\"]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 整合\n",
    "把上面的东西整合到nn_model()中，神经网络模型必须以正确的顺序使用先前的功能"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=========================测试nn_model=========================\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-10-ee5af27c5d13>:19: RuntimeWarning: divide by zero encountered in log\n",
      "  logprobs = logprobs = np.multiply(np.log(A2), Y) + np.multiply((1 - Y), np.log(1 - A2))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "W1 = [[-3.89167767  4.77541602]\n",
      " [-6.77960338  1.20272585]\n",
      " [-3.88338966  4.78028666]\n",
      " [ 6.77958203 -1.20272574]]\n",
      "b1 = [[ 2.11530892]\n",
      " [ 3.41221357]\n",
      " [ 2.11585732]\n",
      " [-3.41221322]]\n",
      "W2 = [[-2512.9093032  -2502.70799785 -2512.01655969  2502.65264416]]\n",
      "b2 = [[-22.29071761]]\n"
     ]
    }
   ],
   "source": [
    "def nn_model(X,Y,n_h,num_iterations,print_cost=False):\n",
    "    \"\"\"\n",
    "    参数：\n",
    "        X - 数据集,维度为（2，示例数）\n",
    "        Y - 标签，维度为（1，示例数）\n",
    "        n_h - 隐藏层的数量\n",
    "        num_iterations - 梯度下降循环中的迭代次数\n",
    "        print_cost - 如果为True，则每1000次迭代打印一次成本数值\n",
    "    \n",
    "    返回：\n",
    "        parameters - 模型学习的参数，它们可以用来进行预测。\n",
    "     \"\"\"\n",
    "     \n",
    "    np.random.seed(3) #指定随机种子\n",
    "    n_x = layer_sizes(X, Y)[0]\n",
    "    n_y = layer_sizes(X, Y)[2]\n",
    "    \n",
    "    parameters = initialize_parameters(n_x,n_h,n_y)\n",
    "    W1 = parameters[\"W1\"]\n",
    "    b1 = parameters[\"b1\"]\n",
    "    W2 = parameters[\"W2\"]\n",
    "    b2 = parameters[\"b2\"]\n",
    "    \n",
    "    for i in range(num_iterations):\n",
    "        A2 , cache = forward_propagation(X,parameters)\n",
    "        cost = compute_cost(A2,Y,parameters)\n",
    "        grads = backward_propagation(parameters,cache,X,Y)\n",
    "        parameters = update_parameters(parameters,grads,learning_rate = 0.5)\n",
    "        \n",
    "        if print_cost:\n",
    "            if i%1000 == 0:\n",
    "                print(\"第 \",i,\" 次循环，成本为：\"+str(cost))\n",
    "    return parameters\n",
    "#测试nn_model\n",
    "print(\"=========================测试nn_model=========================\")\n",
    "X_assess, Y_assess = nn_model_test_case()\n",
    "\n",
    "parameters = nn_model(X_assess, Y_assess, 4, num_iterations=10000, print_cost=False)\n",
    "print(\"W1 = \" + str(parameters[\"W1\"]))\n",
    "print(\"b1 = \" + str(parameters[\"b1\"]))\n",
    "print(\"W2 = \" + str(parameters[\"W2\"]))\n",
    "print(\"b2 = \" + str(parameters[\"b2\"]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 预测predict()\n",
    "大于等于0.5即为1，小于0.5即为0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=========================测试predict=========================\n",
      "预测的平均值 = 0.6666666666666666\n"
     ]
    }
   ],
   "source": [
    "def predict(parameters,X):\n",
    "    \"\"\"\n",
    "    使用学习的参数，为X中的每个示例预测一个类\n",
    "    \n",
    "    参数：\n",
    "\t\tparameters - 包含参数的字典类型的变量。\n",
    "\t    X - 输入数据（n_x，m）\n",
    "    \n",
    "    返回\n",
    "\t\tpredictions - 我们模型预测的向量（红色：0 /蓝色：1）\n",
    "     \n",
    "     \"\"\"\n",
    "    A2 , cache = forward_propagation(X,parameters)\n",
    "    predictions = np.round(A2)\n",
    "    \n",
    "    return predictions\n",
    "#测试predict\n",
    "print(\"=========================测试predict=========================\")\n",
    "\n",
    "parameters, X_assess = predict_test_case()\n",
    "\n",
    "predictions = predict(parameters, X_assess)\n",
    "print(\"预测的平均值 = \" + str(np.mean(predictions)))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 正式运行"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第  0  次循环，成本为：0.6930480201239823\n",
      "第  1000  次循环，成本为：0.3098018601352803\n",
      "第  2000  次循环，成本为：0.2924326333792646\n",
      "第  3000  次循环，成本为：0.2833492852647411\n",
      "第  4000  次循环，成本为：0.27678077562979253\n",
      "第  5000  次循环，成本为：0.2634715508859307\n",
      "第  6000  次循环，成本为：0.24204413129940758\n",
      "第  7000  次循环，成本为：0.23552486626608762\n",
      "第  8000  次循环，成本为：0.23140964509854278\n",
      "第  9000  次循环，成本为：0.22846408048352362\n",
      "准确率: 90%\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "parameters = nn_model(X, Y, n_h = 4, num_iterations=10000, print_cost=True)\n",
    "\n",
    "#绘制边界\n",
    "plot_decision_boundary(lambda x: predict(parameters, x.T), X, Y)\n",
    "plt.title(\"Decision Boundary for hidden layer size \" + str(4))\n",
    "\n",
    "predictions = predict(parameters, X)\n",
    "print ('准确率: %d' % float((np.dot(Y, predictions.T) + np.dot(1 - Y, 1 - predictions.T)) / float(Y.size) * 100) + '%')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 调整隐藏层节点数量n_h\n",
    "最佳隐藏层节点数应该是5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "隐藏层的节点数量： 1  ，准确率: 67.25 %\n",
      "隐藏层的节点数量： 2  ，准确率: 66.5 %\n",
      "隐藏层的节点数量： 3  ，准确率: 89.25 %\n",
      "隐藏层的节点数量： 4  ，准确率: 90.0 %\n",
      "隐藏层的节点数量： 5  ，准确率: 89.75 %\n",
      "隐藏层的节点数量： 20  ，准确率: 90.0 %\n",
      "隐藏层的节点数量： 50  ，准确率: 89.75 %\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x2304 with 7 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16, 32))\n",
    "hidden_layer_sizes = [1, 2, 3, 4, 5, 20, 50] #隐藏层数量\n",
    "for i, n_h in enumerate(hidden_layer_sizes):\n",
    "    plt.subplot(5, 2, i + 1)\n",
    "    plt.title('Hidden Layer of size %d' % n_h)\n",
    "    parameters = nn_model(X, Y, n_h, num_iterations=5000)\n",
    "    plot_decision_boundary(lambda x: predict(parameters, x.T), X, Y)\n",
    "    predictions = predict(parameters, X)\n",
    "    accuracy = float((np.dot(Y, predictions.T) + np.dot(1 - Y, 1 - predictions.T)) / float(Y.size) * 100)\n",
    "    print (\"隐藏层的节点数量： {}  ，准确率: {} %\".format(n_h, accuracy))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
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